Overview

Dataset statistics

Number of variables	32
Number of observations	10000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.6 MiB
Average record size in memory	165.0 B

Variable types

Numeric	16
Categorical	3
Boolean	13

Alerts

`credit_per_loan` is highly overall correlated with `debt_to_income` and 2 other fields	High correlation
`debt_to_income` is highly overall correlated with `credit_per_loan` and 3 other fields	High correlation
`dependents_to_income` is highly overall correlated with `num_dependents`	High correlation
`home_ownership_OWN` is highly overall correlated with `home_ownership_RENT`	High correlation
`home_ownership_RENT` is highly overall correlated with `home_ownership_OWN`	High correlation
`income` is highly overall correlated with `debt_to_income` and 2 other fields	High correlation
`loan_amount` is highly overall correlated with `credit_per_loan` and 2 other fields	High correlation
`loan_to_income` is highly overall correlated with `credit_per_loan` and 3 other fields	High correlation
`marital_status_Married` is highly overall correlated with `marital_status_Single`	High correlation
`marital_status_Single` is highly overall correlated with `marital_status_Married`	High correlation
`num_dependents` is highly overall correlated with `dependents_to_income`	High correlation
`target_default_risk` is highly overall correlated with `income`	High correlation
`recent_default` is highly imbalanced (72.6%)	Imbalance
`home_ownership_OTHER` is highly imbalanced (73.4%)	Imbalance
`education_Other` is highly imbalanced (71.4%)	Imbalance
`education_PhD` is highly imbalanced (73.0%)	Imbalance
`marital_status_Widowed` is highly imbalanced (70.9%)	Imbalance
`num_dependents` has 2984 (29.8%) zeros	Zeros
`signup_dayofweek` has 1454 (14.5%) zeros	Zeros
`dependents_to_income` has 2984 (29.8%) zeros	Zeros

Reproduction

Analysis started	2026-01-06 10:16:05.660025
Analysis finished	2026-01-06 10:18:13.618309
Duration	2 minutes and 7.96 seconds
Software version	ydata-profiling vv4.18.0
Download configuration	config.json

age
Real number (ℝ)

Distinct	57
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.8616

Minimum	18
Maximum	74
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	18
5-th percentile	20
Q1	32
median	46
Q3	60
95-th percentile	72
Maximum	74
Range	56
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	16.457987
Coefficient of variation (CV)	0.35886203
Kurtosis	-1.1934533
Mean	45.8616
Median Absolute Deviation (MAD)	14
Skewness	0.017032931
Sum	458616
Variance	270.86533
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
54	209	2.1%
73	209	2.1%
53	199	2.0%
36	194	1.9%
34	192	1.9%
48	191	1.9%
46	190	1.9%
25	189	1.9%
21	187	1.9%
58	186	1.9%
Other values (47)	8054	80.5%

Value	Count	Frequency (%)
18	165	1.7%
19	177	1.8%
20	186	1.9%
21	187	1.9%
22	177	1.8%
23	166	1.7%
24	174	1.7%
25	189	1.9%
26	185	1.8%
27	168	1.7%

Value	Count	Frequency (%)
74	181	1.8%
73	209	2.1%
72	165	1.7%
71	172	1.7%
70	179	1.8%
69	166	1.7%
68	163	1.6%
67	159	1.6%
66	167	1.7%
65	148	1.5%

income
Real number (ℝ)

High correlation

Distinct	8632
Distinct (%)	86.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	57469.287

Minimum	20001
Maximum	140959.88
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	20001
5-th percentile	22247.85
Q1	31753.75
median	47301.5
Q3	73914
95-th percentile	138951
Maximum	140959.88
Range	120958.88
Interquartile range (IQR)	42160.25

Descriptive statistics

Standard deviation	33077.06
Coefficient of variation (CV)	0.57556064
Kurtosis	0.35263367
Mean	57469.287
Median Absolute Deviation (MAD)	18540
Skewness	1.1099336
Sum	5.7469287 × 10⁸
Variance	1.0940919 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
140959.875	479	4.8%
47301.5	318	3.2%
20702	4	< 0.1%
21232	4	< 0.1%
30946	3	< 0.1%
31008	3	< 0.1%
23533	3	< 0.1%
22016	3	< 0.1%
23938	3	< 0.1%
25240	3	< 0.1%
Other values (8622)	9177	91.8%

Value	Count	Frequency (%)
20001	1	< 0.1%
20003	1	< 0.1%
20012	1	< 0.1%
20018	1	< 0.1%
20024	1	< 0.1%
20027	1	< 0.1%
20031	2	< 0.1%
20034	1	< 0.1%
20040	1	< 0.1%
20046	1	< 0.1%

Value	Count	Frequency (%)
140959.875	479	4.8%
140951	1	< 0.1%
140902	1	< 0.1%
140867	1	< 0.1%
140691	1	< 0.1%
140690	1	< 0.1%
140678	1	< 0.1%
140504	1	< 0.1%
140498	1	< 0.1%
140467	1	< 0.1%

savings
Real number (ℝ)

Distinct	6035
Distinct (%)	60.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4747.2793

Minimum	0
Maximum	15251
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	271
Q1	1530
median	3499
Q3	6826
95-th percentile	14803.05
Maximum	15251
Range	15251
Interquartile range (IQR)	5296

Descriptive statistics

Standard deviation	4143.2224
Coefficient of variation (CV)	0.87275724
Kurtosis	0.35315755
Mean	4747.2793
Median Absolute Deviation (MAD)	2349
Skewness	1.1026289
Sum	47472793
Variance	17166292
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15251	472	4.7%
3499	313	3.1%
1308	8	0.1%
275	7	0.1%
1803	6	0.1%
44	6	0.1%
3252	6	0.1%
956	6	0.1%
46	6	0.1%
723	6	0.1%
Other values (6025)	9164	91.6%

Value	Count	Frequency (%)
0	2	< 0.1%
1	3	< 0.1%
2	1	< 0.1%
3	2	< 0.1%
4	3	< 0.1%
5	4	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	2	< 0.1%
10	2	< 0.1%

Value	Count	Frequency (%)
15251	472	4.7%
15248	1	< 0.1%
15230	1	< 0.1%
15223	1	< 0.1%
15183	1	< 0.1%
15158	1	< 0.1%
15152	1	< 0.1%
15124	1	< 0.1%
15103	1	< 0.1%
15056	1	< 0.1%

monthly_expenses
Real number (ℝ)

Distinct	3000
Distinct (%)	30.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2016.6226

Minimum	200
Maximum	4186
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	200
5-th percentile	711.95
Q1	1492
median	2007
Q3	2540
95-th percentile	3344.05
Maximum	4186
Range	3986
Interquartile range (IQR)	1048

Descriptive statistics

Standard deviation	786.38505
Coefficient of variation (CV)	0.38995152
Kurtosis	-0.10892491
Mean	2016.6226
Median Absolute Deviation (MAD)	523
Skewness	0.1063218
Sum	20166226
Variance	618401.44
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2007	331	3.3%
200	124	1.2%
4186	70	0.7%
1495	14	0.1%
2064	13	0.1%
1528	13	0.1%
1600	12	0.1%
2361	12	0.1%
2410	11	0.1%
2568	11	0.1%
Other values (2990)	9389	93.9%

Value	Count	Frequency (%)
200	124	1.2%
202	1	< 0.1%
204	1	< 0.1%
209	1	< 0.1%
222	1	< 0.1%
223	1	< 0.1%
225	1	< 0.1%
227	1	< 0.1%
230	2	< 0.1%
232	2	< 0.1%

Value	Count	Frequency (%)
4186	70	0.7%
4184	2	< 0.1%
4171	1	< 0.1%
4130	1	< 0.1%
4126	1	< 0.1%
4123	1	< 0.1%
4118	1	< 0.1%
4107	1	< 0.1%
4094	1	< 0.1%
4092	3	< 0.1%

num_dependents
Real number (ℝ)

High correlation Zeros

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2142

Minimum	0
Maximum	7
Zeros	2984
Zeros (%)	29.8%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	3
Maximum	7
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.1089821
Coefficient of variation (CV)	0.91334386
Kurtosis	0.98351171
Mean	1.2142
Median Absolute Deviation (MAD)	1
Skewness	0.94154018
Sum	12142
Variance	1.2298413
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	3603	36.0%
0	2984	29.8%
2	2166	21.7%
3	891	8.9%
4	275	2.8%
5	57	0.6%
6	19	0.2%
7	5	0.1%

Value	Count	Frequency (%)
0	2984	29.8%
1	3603	36.0%
2	2166	21.7%
3	891	8.9%
4	275	2.8%
5	57	0.6%
6	19	0.2%
7	5	0.1%

Value	Count	Frequency (%)
7	5	0.1%
6	19	0.2%
5	57	0.6%
4	275	2.8%
3	891	8.9%
2	2166	21.7%
1	3603	36.0%
0	2984	29.8%

credit_score
Real number (ℝ)

Distinct	9615
Distinct (%)	96.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	650.17551

Minimum	459.16859
Maximum	840.55874
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	459.16859
5-th percentile	538.05669
Q1	604.17918
median	649.80832
Q3	695.50082
95-th percentile	764.64952
Maximum	840.55874
Range	381.39015
Interquartile range (IQR)	91.321637

Descriptive statistics

Standard deviation	68.484462
Coefficient of variation (CV)	0.10533227
Kurtosis	-0.10014083
Mean	650.17551
Median Absolute Deviation (MAD)	45.689101
Skewness	0.02627284
Sum	6501755.1
Variance	4690.1215
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
649.8083219	326	3.3%
840.558739	36	0.4%
459.1685879	26	0.3%
721.7437358	1	< 0.1%
572.7187537	1	< 0.1%
714.8130256	1	< 0.1%
611.3507394	1	< 0.1%
663.9755557	1	< 0.1%
605.0762041	1	< 0.1%
683.2919671	1	< 0.1%
Other values (9605)	9605	96.0%

Value	Count	Frequency (%)
459.1685879	26	0.3%
459.6769347	1	< 0.1%
460.0597449	1	< 0.1%
460.1560988	1	< 0.1%
460.3914286	1	< 0.1%
460.656415	1	< 0.1%
461.1399293	1	< 0.1%
461.5709848	1	< 0.1%
462.4578223	1	< 0.1%
463.1337218	1	< 0.1%

Value	Count	Frequency (%)
840.558739	36	0.4%
840.4055592	1	< 0.1%
838.9573341	1	< 0.1%
838.8828133	1	< 0.1%
838.7996565	1	< 0.1%
837.1923518	1	< 0.1%
837.0635466	1	< 0.1%
837.0599985	1	< 0.1%
837.0444536	1	< 0.1%
835.7463625	1	< 0.1%

loan_amount
Real number (ℝ)

High correlation

Distinct	7911
Distinct (%)	79.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15549.856

Minimum	1000
Maximum	41846.625
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	1000
5-th percentile	1000
Q1	8508.5
median	15174.5
Q3	21843.75
95-th percentile	31818.15
Maximum	41846.625
Range	40846.625
Interquartile range (IQR)	13335.25

Descriptive statistics

Standard deviation	9348.6275
Coefficient of variation (CV)	0.60120347
Kurtosis	-0.31421745
Mean	15549.856
Median Absolute Deviation (MAD)	6669.5
Skewness	0.37343863
Sum	1.5549856 × 10⁸
Variance	87396837
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1000	740	7.4%
41846.625	89	0.9%
12928	7	0.1%
10000	6	0.1%
14611	4	< 0.1%
20001	4	< 0.1%
19673	4	< 0.1%
21285	4	< 0.1%
18741	4	< 0.1%
9015	4	< 0.1%
Other values (7901)	9134	91.3%

Value	Count	Frequency (%)
1000	740	7.4%
1004	1	< 0.1%
1005	1	< 0.1%
1013	1	< 0.1%
1021	1	< 0.1%
1024	1	< 0.1%
1029	1	< 0.1%
1035	1	< 0.1%
1049	1	< 0.1%
1060	1	< 0.1%

Value	Count	Frequency (%)
41846.625	89	0.9%
41746	1	< 0.1%
41716	1	< 0.1%
41701	1	< 0.1%
41677	1	< 0.1%
41631	1	< 0.1%
41544	1	< 0.1%
41516	1	< 0.1%
41425	1	< 0.1%
41321	1	< 0.1%

loan_term_months
Real number (ℝ)

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.642

Minimum	12
Maximum	72
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	12
5-th percentile	12
Q1	36
median	48
Q3	60
95-th percentile	72
Maximum	72
Range	60
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	15.475134
Coefficient of variation (CV)	0.33905469
Kurtosis	-0.44393278
Mean	45.642
Median Absolute Deviation (MAD)	12
Skewness	-0.19759142
Sum	456420
Variance	239.47978
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
48	2998	30.0%
36	2523	25.2%
60	2008	20.1%
72	1003	10.0%
24	948	9.5%
12	520	5.2%

Value	Count	Frequency (%)
12	520	5.2%
24	948	9.5%
36	2523	25.2%
48	2998	30.0%
60	2008	20.1%
72	1003	10.0%

Value	Count	Frequency (%)
72	1003	10.0%
60	2008	20.1%
48	2998	30.0%
36	2523	25.2%
24	948	9.5%
12	520	5.2%

employment_years
Real number (ℝ)

Distinct	182
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.39701

Minimum	0
Maximum	21.5
Zeros	44
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.5
Q1	2.7
median	5.1
Q3	7.7
95-th percentile	11.5
Maximum	21.5
Range	21.5
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.4136997
Coefficient of variation (CV)	0.63251683
Kurtosis	-0.14701843
Mean	5.39701
Median Absolute Deviation (MAD)	2.5
Skewness	0.52890029
Sum	53970.1
Variance	11.653345
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.4	124	1.2%
2.9	121	1.2%
3.8	119	1.2%
5.3	119	1.2%
0.1	118	1.2%
3.6	118	1.2%
4.9	116	1.2%
4.7	116	1.2%
4.6	114	1.1%
2.5	114	1.1%
Other values (172)	8821	88.2%

Value	Count	Frequency (%)
0	44	0.4%
0.1	118	1.2%
0.2	101	1.0%
0.3	91	0.9%
0.4	78	0.8%
0.5	92	0.9%
0.6	83	0.8%
0.7	97	1.0%
0.8	89	0.9%
0.9	99	1.0%

Value	Count	Frequency (%)
21.5	1	< 0.1%
19.5	1	< 0.1%
18.9	1	< 0.1%
18.4	1	< 0.1%
18.2	2	< 0.1%
17.9	1	< 0.1%
17.8	1	< 0.1%
17.7	1	< 0.1%
17.6	2	< 0.1%
17.5	1	< 0.1%

recent_default
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

0.0	9530
1.0	470

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	30000
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	9530	95.3%
1.0	470	4.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	9530	95.3%
1.0	470	4.7%

Most occurring characters

Value	Count	Frequency (%)
0	19530	65.1%
.	10000	33.3%
1	470	1.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	30000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	19530	65.1%
.	10000	33.3%
1	470	1.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	30000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	19530	65.1%
.	10000	33.3%
1	470	1.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	30000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	19530	65.1%
.	10000	33.3%
1	470	1.6%

has_credit_card
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

1.0	6948
0.0	3052

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	30000
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	1.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	6948	69.5%
0.0	3052	30.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	6948	69.5%
0.0	3052	30.5%

Most occurring characters

Value	Count	Frequency (%)
0	13052	43.5%
.	10000	33.3%
1	6948	23.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	30000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	13052	43.5%
.	10000	33.3%
1	6948	23.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	30000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	13052	43.5%
.	10000	33.3%
1	6948	23.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	30000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	13052	43.5%
.	10000	33.3%
1	6948	23.2%

signup_dayofweek
Real number (ℝ)

Zeros

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.0119

Minimum	0
Maximum	6
Zeros	1454
Zeros (%)	14.5%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	5
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.003986
Coefficient of variation (CV)	0.6653561
Kurtosis	-1.2553989
Mean	3.0119
Median Absolute Deviation (MAD)	2
Skewness	-0.017084941
Sum	30119
Variance	4.01596
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
5	1488	14.9%
2	1461	14.6%
0	1454	14.5%
4	1430	14.3%
6	1420	14.2%
3	1385	13.9%
1	1362	13.6%

Value	Count	Frequency (%)
0	1454	14.5%
1	1362	13.6%
2	1461	14.6%
3	1385	13.9%
4	1430	14.3%
5	1488	14.9%
6	1420	14.2%

Value	Count	Frequency (%)
6	1420	14.2%
5	1488	14.9%
4	1430	14.3%
3	1385	13.9%
2	1461	14.6%
1	1362	13.6%
0	1454	14.5%

debt_to_income
Real number (ℝ)

High correlation

Distinct	1030
Distinct (%)	10.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3511229

Minimum	0.004
Maximum	1.072
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0.004
5-th percentile	0.024
Q1	0.132
median	0.275
Q3	0.508
95-th percentile	0.96
Maximum	1.072
Range	1.068
Interquartile range (IQR)	0.376

Descriptive statistics

Standard deviation	0.28053519
Coefficient of variation (CV)	0.79896581
Kurtosis	0.098464982
Mean	0.3511229
Median Absolute Deviation (MAD)	0.17
Skewness	0.9517573
Sum	3511.229
Variance	0.078699994
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.072	318	3.2%
0.024	40	0.4%
0.017	40	0.4%
0.028	37	0.4%
0.011	36	0.4%
0.012	34	0.3%
0.026	33	0.3%
0.018	32	0.3%
0.13	31	0.3%
0.02	31	0.3%
Other values (1020)	9368	93.7%

Value	Count	Frequency (%)
0.004	5	0.1%
0.005	4	< 0.1%
0.006	16	0.2%
0.007	22	0.2%
0.008	23	0.2%
0.009	22	0.2%
0.01	23	0.2%
0.011	36	0.4%
0.012	34	0.3%
0.013	27	0.3%

Value	Count	Frequency (%)
1.072	318	3.2%
1.071	2	< 0.1%
1.068	1	< 0.1%
1.066	2	< 0.1%
1.063	1	< 0.1%
1.062	1	< 0.1%
1.061	1	< 0.1%
1.06	2	< 0.1%
1.058	2	< 0.1%
1.056	2	< 0.1%

sin_age
Real number (ℝ)

Distinct	57
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.10038733

Minimum	-0.99992326
Maximum	0.97384763
Zeros	0
Zeros (%)	0.0%
Negative	5473
Negative (%)	54.7%
Memory size	78.3 KiB

Quantile statistics

Minimum	-0.99992326
5-th percentile	-0.993691
Q1	-0.7568025
median	-0.15774569
Q3	0.51550137
95-th percentile	0.90929743
Maximum	0.97384763
Range	1.9737709
Interquartile range (IQR)	1.2723039

Descriptive statistics

Standard deviation	0.66742807
Coefficient of variation (CV)	-6.6485288
Kurtosis	-1.4372524
Mean	-0.10038733
Median Absolute Deviation (MAD)	0.65185905
Skewness	0.13670034
Sum	-1003.8733
Variance	0.44546023
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.7727644876	209	2.1%
0.8504366206	209	2.1%
-0.8322674422	199	2.0%
-0.4425204433	194	1.9%
-0.255541102	192	1.9%
-0.9961646088	191	1.9%
-0.9936910036	190	1.9%
0.5984721441	189	1.9%
0.8632093666	187	1.9%
-0.4646021794	186	1.9%
Other values (47)	8054	80.5%

Value	Count	Frequency (%)
-0.9999232576	180	1.8%
-0.9961646088	191	1.9%
-0.9936910036	190	1.9%
-0.9824526126	185	1.8%
-0.9775301177	170	1.7%
-0.9589242747	177	1.8%
-0.9516020739	147	1.5%
-0.9258146823	154	1.5%
-0.9161659367	164	1.6%
-0.8834546557	164	1.6%

Value	Count	Frequency (%)
0.9738476309	165	1.7%
0.9463000877	177	1.8%
0.9092974268	186	1.9%
0.8987080958	181	1.8%
0.8632093666	187	1.9%
0.8504366206	209	2.1%
0.8084964038	177	1.8%
0.7936678638	165	1.7%
0.7457052122	166	1.7%
0.7289690401	172	1.7%

target_default_risk
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

1	5132
0	4868

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
1	5132	51.3%
0	4868	48.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	5132	51.3%
0	4868	48.7%

Most occurring characters

Value	Count	Frequency (%)
1	5132	51.3%
0	4868	48.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	5132	51.3%
0	4868	48.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	5132	51.3%
0	4868	48.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	5132	51.3%
0	4868	48.7%

loan_to_income
Real number (ℝ)

High correlation

Distinct	9924
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3603494

Minimum	0.0070941671
Maximum	1.8806627
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0.0070941671
5-th percentile	0.023692617
Q1	0.13774766
median	0.27824818
Q3	0.50676742
95-th percentile	0.95988535
Maximum	1.8806627
Range	1.8735685
Interquartile range (IQR)	0.36901976

Descriptive statistics

Standard deviation	0.30169161
Coefficient of variation (CV)	0.8372197
Kurtosis	2.0450401
Mean	0.3603494
Median Absolute Deviation (MAD)	0.16752212
Skewness	1.3563514
Sum	3603.494
Variance	0.091017829
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.007094167087	35	0.4%
0.02114053168	26	0.3%
0.2968669498	7	0.1%
0.8846599017	3	< 0.1%
0.1431390093	2	< 0.1%
0.01370257197	2	< 0.1%
0.1097405	2	< 0.1%
0.04109983149	2	< 0.1%
0.2091218574	2	< 0.1%
0.03224870199	2	< 0.1%
Other values (9914)	9917	99.2%

Value	Count	Frequency (%)
0.007094167087	35	0.4%
0.007098844308	1	< 0.1%
0.007243144596	1	< 0.1%
0.007337564662	1	< 0.1%
0.007421315502	1	< 0.1%
0.007448789572	1	< 0.1%
0.007464524846	1	< 0.1%
0.007491983578	1	< 0.1%
0.007556237296	1	< 0.1%
0.007621544582	1	< 0.1%

Value	Count	Frequency (%)
1.880662667	1	< 0.1%
1.852276248	1	< 0.1%
1.835780873	1	< 0.1%
1.831522453	1	< 0.1%
1.82087181	1	< 0.1%
1.811855949	1	< 0.1%
1.781619358	1	< 0.1%
1.773988936	1	< 0.1%
1.771435677	1	< 0.1%
1.769952251	1	< 0.1%

dependents_to_income
Real number (ℝ)

High correlation Zeros

Distinct	6307
Distinct (%)	63.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.8103964 × 10^-5

Minimum	0
Maximum	0.00029208451
Zeros	2984
Zeros (%)	29.8%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2.0814058 × 10^-5
Q3	4.0709982 × 10^-5
95-th percentile	9.1431081 × 10^-5
Maximum	0.00029208451
Range	0.00029208451
Interquartile range (IQR)	4.0709982 × 10^-5

Descriptive statistics

Standard deviation	3.2022544 × 10^-5
Coefficient of variation (CV)	1.1394316
Kurtosis	5.4997579
Mean	2.8103964 × 10^-5
Median Absolute Deviation (MAD)	2.0814058 × 10^-5
Skewness	1.9167087
Sum	0.28103964
Variance	1.0254433 × 10^-9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2984	29.8%
7.094167087 × 10^-6	177	1.8%
1.418833417 × 10^-5	111	1.1%
2.114053168 × 10^-5	106	1.1%
4.228106337 × 10^-5	56	0.6%
6.342159505 × 10^-5	46	0.5%
2.128250126 × 10^-5	37	0.4%
2.837666835 × 10^-5	9	0.1%
8.456212674 × 10^-5	6	0.1%
3.547083544 × 10^-5	5	0.1%
Other values (6297)	6463	64.6%

Value	Count	Frequency (%)
0	2984	29.8%
7.094167087 × 10^-6	177	1.8%
7.094613769 × 10^-6	1	< 0.1%
7.098844308 × 10^-6	1	< 0.1%
7.117488381 × 10^-6	1	< 0.1%
7.127786965 × 10^-6	1	< 0.1%
7.142908164 × 10^-6	1	< 0.1%
7.15778624 × 10^-6	1	< 0.1%
7.194762213 × 10^-6	1	< 0.1%
7.197403177 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.0002920845098	1	< 0.1%
0.0002842793518	1	< 0.1%
0.000272900937	1	< 0.1%
0.0002725785935	1	< 0.1%
0.0002670940171	1	< 0.1%
0.0002343237417	1	< 0.1%
0.000232549126	1	< 0.1%
0.0002172873843	1	< 0.1%
0.000205583652	1	< 0.1%
0.000196801968	1	< 0.1%

credit_per_loan
Real number (ℝ)

High correlation

Distinct	9964
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.10564722

Minimum	0.011573535
Maximum	0.83971902
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0.011573535
5-th percentile	0.019796413
Q1	0.029481527
median	0.042977055
Q3	0.077430371
95-th percentile	0.62517046
Maximum	0.83971902
Range	0.82814548
Interquartile range (IQR)	0.047948843

Descriptive statistics

Standard deviation	0.16919046
Coefficient of variation (CV)	1.6014663
Kurtosis	6.2453623
Mean	0.10564722
Median Absolute Deviation (MAD)	0.017089315
Skewness	2.7332159
Sum	1056.4722
Variance	0.028625411
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6491591627	26	0.3%
0.01552796179	5	0.1%
0.83971902	4	< 0.1%
0.02719318388	2	< 0.1%
0.458709878	2	< 0.1%
0.06735160882	2	< 0.1%
0.04652787641	2	< 0.1%
0.4628264401	1	< 0.1%
0.04206891347	1	< 0.1%
0.02908838162	1	< 0.1%
Other values (9954)	9954	99.5%

Value	Count	Frequency (%)
0.01157353545	1	< 0.1%
0.01197169381	1	< 0.1%
0.01230972736	1	< 0.1%
0.01243682149	1	< 0.1%
0.01250324549	1	< 0.1%
0.01254013632	1	< 0.1%
0.01276720798	1	< 0.1%
0.01294964713	1	< 0.1%
0.01300305436	1	< 0.1%
0.01318649932	1	< 0.1%

Value	Count	Frequency (%)
0.83971902	4	< 0.1%
0.8395659932	1	< 0.1%
0.8299675871	1	< 0.1%
0.8285169522	1	< 0.1%
0.8267447238	1	< 0.1%
0.8227856726	1	< 0.1%
0.8195572021	1	< 0.1%
0.8171296634	1	< 0.1%
0.8167990038	1	< 0.1%
0.8127187999	1	< 0.1%

account_age_days
Real number (ℝ)

Distinct	1982
Distinct (%)	19.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1926.4608

Minimum	928
Maximum	2927
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	928
5-th percentile	1037
Q1	1431.75
median	1919
Q3	2425
95-th percentile	2827
Maximum	2927
Range	1999
Interquartile range (IQR)	993.25

Descriptive statistics

Standard deviation	575.41442
Coefficient of variation (CV)	0.29868992
Kurtosis	-1.1960711
Mean	1926.4608
Median Absolute Deviation (MAD)	496
Skewness	0.016860433
Sum	19264608
Variance	331101.76
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2755	14	0.1%
1805	13	0.1%
1728	13	0.1%
1514	13	0.1%
1679	12	0.1%
1340	12	0.1%
2365	12	0.1%
2856	12	0.1%
1645	12	0.1%
1089	12	0.1%
Other values (1972)	9875	98.8%

Value	Count	Frequency (%)
928	6	0.1%
929	4	< 0.1%
930	4	< 0.1%
931	10	0.1%
932	3	< 0.1%
933	3	< 0.1%
934	4	< 0.1%
935	6	0.1%
936	5	0.1%
937	7	0.1%

Value	Count	Frequency (%)
2927	8	0.1%
2926	5	0.1%
2925	3	< 0.1%
2924	3	< 0.1%
2923	2	< 0.1%
2922	4	< 0.1%
2921	3	< 0.1%
2920	5	0.1%
2919	5	0.1%
2918	2	< 0.1%

home_ownership_OTHER
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	9548
True	452

Value	Count	Frequency (%)
False	9548	95.5%
True	452	4.5%

home_ownership_OWN
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	7474
True	2526

Value	Count	Frequency (%)
False	7474	74.7%
True	2526	25.3%

home_ownership_RENT
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	5476
True	4524

Value	Count	Frequency (%)
False	5476	54.8%
True	4524	45.2%

education_HS
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	7454
True	2546

Value	Count	Frequency (%)
False	7454	74.5%
True	2546	25.5%

education_Masters
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	8038
True	1962

Value	Count	Frequency (%)
False	8038	80.4%
True	1962	19.6%

education_Other
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	9500
True	500

Value	Count	Frequency (%)
False	9500	95.0%
True	500	5.0%

education_PhD
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	9538
True	462

Value	Count	Frequency (%)
False	9538	95.4%
True	462	4.6%

marital_status_Married
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	5998
True	4002

Value	Count	Frequency (%)
False	5998	60.0%
True	4002	40.0%

marital_status_Single
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	5514
True	4486

Value	Count	Frequency (%)
False	5514	55.1%
True	4486	44.9%

marital_status_Widowed
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	9488
True	512

Value	Count	Frequency (%)
False	9488	94.9%
True	512	5.1%

region_North
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	7521
True	2479

Value	Count	Frequency (%)
False	7521	75.2%
True	2479	24.8%

region_South
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	7477
True	2523

Value	Count	Frequency (%)
False	7477	74.8%
True	2523	25.2%

region_West
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	7555
True	2445

Value	Count	Frequency (%)
False	7555	75.5%
True	2445	24.4%

Interactions

Correlations

	account_age_days	age	credit_per_loan	credit_score	debt_to_income	dependents_to_income	education_HS	education_Masters	education_Other	education_PhD	employment_years	has_credit_card	home_ownership_OTHER	home_ownership_OWN	home_ownership_RENT	income	loan_amount	loan_term_months	loan_to_income	marital_status_Married	marital_status_Single	marital_status_Widowed	monthly_expenses	num_dependents	recent_default	region_North	region_South	region_West	savings	signup_dayofweek	sin_age	target_default_risk
account_age_days	1.000	0.007	-0.014	-0.004	0.014	-0.016	0.000	0.000	0.017	0.000	-0.003	0.000	0.000	0.000	0.000	-0.002	0.015	-0.017	0.016	0.000	0.000	0.000	0.016	-0.020	0.022	0.009	0.000	0.000	-0.012	0.005	-0.009	0.026
age	0.007	1.000	-0.012	-0.000	0.022	0.014	0.022	0.018	0.000	0.031	0.005	0.019	0.000	0.003	0.008	-0.027	0.012	-0.004	0.022	0.000	0.000	0.000	-0.007	0.006	0.025	0.000	0.000	0.000	0.008	0.005	-0.136	0.024
credit_per_loan	-0.014	-0.012	1.000	0.155	-0.743	-0.002	0.025	0.000	0.032	0.012	0.005	0.000	0.000	0.000	0.012	-0.003	-0.984	0.009	-0.762	0.000	0.024	0.000	-0.010	-0.007	0.000	0.000	0.000	0.016	-0.003	0.021	0.010	0.000
credit_score	-0.004	-0.000	0.155	1.000	-0.005	0.006	0.000	0.009	0.005	0.000	-0.017	0.003	0.017	0.000	0.018	0.004	0.003	0.005	-0.006	0.025	0.000	0.000	-0.000	0.004	0.000	0.000	0.019	0.042	0.010	0.009	-0.004	0.084
debt_to_income	0.014	0.022	-0.743	-0.005	1.000	0.216	0.000	0.000	0.008	0.013	-0.015	0.000	0.000	0.000	0.000	-0.577	0.751	-0.017	0.988	0.000	0.000	0.024	-0.001	0.001	0.000	0.000	0.000	0.000	0.004	-0.017	-0.014	0.495
dependents_to_income	-0.016	0.014	-0.002	0.006	0.216	1.000	0.000	0.008	0.028	0.045	-0.005	0.021	0.000	0.000	0.000	-0.367	0.002	-0.008	0.215	0.000	0.000	0.021	0.014	0.880	0.043	0.016	0.000	0.013	-0.007	-0.001	-0.009	0.370
education_HS	0.000	0.022	0.025	0.000	0.000	0.000	1.000	0.288	0.133	0.128	0.031	0.009	0.000	0.000	0.000	0.000	0.000	0.016	0.000	0.000	0.000	0.000	0.000	0.000	0.008	0.000	0.000	0.000	0.010	0.024	0.000	0.007
education_Masters	0.000	0.018	0.000	0.009	0.000	0.008	0.288	1.000	0.112	0.108	0.017	0.000	0.000	0.000	0.000	0.016	0.003	0.022	0.000	0.012	0.000	0.000	0.000	0.000	0.000	0.010	0.000	0.000	0.000	0.019	0.011	0.000
education_Other	0.017	0.000	0.032	0.005	0.008	0.028	0.133	0.112	1.000	0.048	0.017	0.001	0.004	0.000	0.000	0.030	0.000	0.000	0.000	0.000	0.000	0.002	0.000	0.013	0.000	0.000	0.000	0.000	0.000	0.008	0.000	0.008
education_PhD	0.000	0.031	0.012	0.000	0.013	0.045	0.128	0.108	0.048	1.000	0.009	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.023	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.008	0.000	0.013	0.028	0.000
employment_years	-0.003	0.005	0.005	-0.017	-0.015	-0.005	0.031	0.017	0.017	0.009	1.000	0.016	0.000	0.000	0.010	0.007	-0.009	0.013	-0.015	0.000	0.000	0.000	0.004	-0.004	0.000	0.002	0.029	0.028	-0.001	0.012	-0.029	0.025
has_credit_card	0.000	0.019	0.000	0.003	0.000	0.021	0.009	0.000	0.001	0.000	0.016	1.000	0.000	0.002	0.000	0.024	0.016	0.000	0.022	0.000	0.000	0.006	0.033	0.014	0.000	0.023	0.000	0.008	0.000	0.026	0.006	0.058
home_ownership_OTHER	0.000	0.000	0.000	0.017	0.000	0.000	0.000	0.000	0.004	0.000	0.000	0.000	1.000	0.126	0.197	0.000	0.014	0.014	0.022	0.000	0.000	0.000	0.026	0.000	0.000	0.000	0.000	0.000	0.000	0.014	0.026	0.000
home_ownership_OWN	0.000	0.003	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.002	0.126	1.000	0.528	0.003	0.000	0.011	0.000	0.008	0.011	0.000	0.016	0.000	0.000	0.000	0.000	0.012	0.010	0.000	0.021	0.000
home_ownership_RENT	0.000	0.008	0.012	0.018	0.000	0.000	0.000	0.000	0.000	0.000	0.010	0.000	0.197	0.528	1.000	0.000	0.000	0.013	0.000	0.000	0.000	0.000	0.000	0.004	0.000	0.000	0.000	0.000	0.000	0.000	0.023	0.022
income	-0.002	-0.027	-0.003	0.004	-0.577	-0.367	0.000	0.016	0.030	0.000	0.007	0.024	0.000	0.003	0.000	1.000	0.005	0.008	-0.574	0.000	0.000	0.000	-0.003	0.007	0.034	0.000	0.000	0.000	0.004	0.005	0.009	0.831
loan_amount	0.015	0.012	-0.984	0.003	0.751	0.002	0.000	0.003	0.000	0.000	-0.009	0.016	0.014	0.000	0.000	0.005	1.000	-0.009	0.770	0.005	0.030	0.019	0.009	0.007	0.000	0.000	0.013	0.000	0.004	-0.020	-0.011	0.000
loan_term_months	-0.017	-0.004	0.009	0.005	-0.017	-0.008	0.016	0.022	0.000	0.000	0.013	0.000	0.014	0.011	0.013	0.008	-0.009	1.000	-0.014	0.017	0.017	0.040	-0.008	-0.001	0.020	0.031	0.000	0.000	-0.001	-0.005	0.002	0.021
loan_to_income	0.016	0.022	-0.762	-0.006	0.988	0.215	0.000	0.000	0.000	0.023	-0.015	0.022	0.022	0.000	0.000	-0.574	0.770	-0.014	1.000	0.000	0.005	0.018	0.008	0.002	0.000	0.000	0.000	0.017	0.001	-0.017	-0.015	0.473
marital_status_Married	0.000	0.000	0.000	0.025	0.000	0.000	0.000	0.012	0.000	0.000	0.000	0.000	0.000	0.008	0.000	0.000	0.005	0.017	0.000	1.000	0.737	0.189	0.000	0.020	0.001	0.020	0.018	0.000	0.000	0.000	0.000	0.000
marital_status_Single	0.000	0.000	0.024	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.011	0.000	0.000	0.030	0.017	0.005	0.737	1.000	0.209	0.000	0.008	0.000	0.023	0.011	0.019	0.000	0.020	0.000	0.000
marital_status_Widowed	0.000	0.000	0.000	0.000	0.024	0.021	0.000	0.000	0.002	0.000	0.000	0.006	0.000	0.000	0.000	0.000	0.019	0.040	0.018	0.189	0.209	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
monthly_expenses	0.016	-0.007	-0.010	-0.000	-0.001	0.014	0.000	0.000	0.000	0.000	0.004	0.033	0.026	0.016	0.000	-0.003	0.009	-0.008	0.008	0.000	0.000	0.000	1.000	0.012	0.033	0.000	0.000	0.010	-0.013	0.003	0.009	0.014
num_dependents	-0.020	0.006	-0.007	0.004	0.001	0.880	0.000	0.000	0.013	0.000	-0.004	0.014	0.000	0.000	0.004	0.007	0.007	-0.001	0.002	0.020	0.008	0.000	0.012	1.000	0.017	0.000	0.017	0.000	-0.004	-0.002	-0.007	0.000
recent_default	0.022	0.025	0.000	0.000	0.000	0.043	0.008	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.034	0.000	0.020	0.000	0.001	0.000	0.000	0.033	0.017	1.000	0.000	0.000	0.000	0.000	0.000	0.013	0.000
region_North	0.009	0.000	0.000	0.000	0.000	0.016	0.000	0.010	0.000	0.000	0.002	0.023	0.000	0.000	0.000	0.000	0.000	0.031	0.000	0.020	0.023	0.000	0.000	0.000	0.000	1.000	0.333	0.326	0.020	0.000	0.000	0.000
region_South	0.000	0.000	0.000	0.019	0.000	0.000	0.000	0.000	0.000	0.000	0.029	0.000	0.000	0.000	0.000	0.000	0.013	0.000	0.000	0.018	0.011	0.000	0.000	0.017	0.000	0.333	1.000	0.330	0.020	0.000	0.000	0.000
region_West	0.000	0.000	0.016	0.042	0.000	0.013	0.000	0.000	0.000	0.008	0.028	0.008	0.000	0.012	0.000	0.000	0.000	0.000	0.017	0.000	0.019	0.000	0.010	0.000	0.000	0.326	0.330	1.000	0.019	0.017	0.000	0.000
savings	-0.012	0.008	-0.003	0.010	0.004	-0.007	0.010	0.000	0.000	0.000	-0.001	0.000	0.000	0.010	0.000	0.004	0.004	-0.001	0.001	0.000	0.000	0.000	-0.013	-0.004	0.000	0.020	0.020	0.019	1.000	-0.009	-0.007	0.035
signup_dayofweek	0.005	0.005	0.021	0.009	-0.017	-0.001	0.024	0.019	0.008	0.013	0.012	0.026	0.014	0.000	0.000	0.005	-0.020	-0.005	-0.017	0.000	0.020	0.000	0.003	-0.002	0.000	0.000	0.000	0.017	-0.009	1.000	-0.004	0.000
sin_age	-0.009	-0.136	0.010	-0.004	-0.014	-0.009	0.000	0.011	0.000	0.028	-0.029	0.006	0.026	0.021	0.023	0.009	-0.011	0.002	-0.015	0.000	0.000	0.000	0.009	-0.007	0.013	0.000	0.000	0.000	-0.007	-0.004	1.000	0.000
target_default_risk	0.026	0.024	0.000	0.084	0.495	0.370	0.007	0.000	0.008	0.000	0.025	0.058	0.000	0.000	0.022	0.831	0.000	0.021	0.473	0.000	0.000	0.000	0.014	0.000	0.000	0.000	0.000	0.000	0.035	0.000	0.000	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	age	income	savings	monthly_expenses	num_dependents	credit_score	loan_amount	loan_term_months	employment_years	recent_default	has_credit_card	signup_dayofweek	debt_to_income	sin_age	target_default_risk	loan_to_income	dependents_to_income	credit_per_loan	account_age_days	home_ownership_OTHER	home_ownership_OWN	home_ownership_RENT	education_HS	education_Masters	education_Other	education_PhD	marital_status_Married	marital_status_Single	marital_status_Widowed	region_North	region_South	region_West
0	30.0	66737.0	11155.0	2272.0	2.0	605.076204	26965.0	48.0	3.9	1.0	1.0	6.0	0.404	0.141120	1	0.404043	0.000030	0.022438	2011	False	False	True	True	False	False	False	False	True	False	False	False	True
1	22.0	70740.0	997.0	1934.0	1.0	683.291967	4681.0	36.0	0.7	0.0	0.0	2.0	0.066	0.808496	1	0.066171	0.000014	0.145940	2652	False	False	True	False	False	False	False	True	False	False	False	False	False
2	68.0	38890.0	1929.0	1696.0	0.0	658.003360	12633.0	72.0	2.2	0.0	1.0	2.0	0.325	0.494113	0	0.324831	0.000000	0.052082	2778	False	True	False	False	False	False	False	False	True	False	False	False	False
3	49.0	29049.0	6284.0	2485.0	1.0	707.477864	20881.0	36.0	2.7	0.0	1.0	6.0	0.719	-0.982453	0	0.718795	0.000034	0.033880	2816	False	True	False	True	False	False	False	True	False	False	False	True	False
4	74.0	60063.0	924.0	3179.0	2.0	564.768511	19438.0	36.0	10.3	0.0	0.0	1.0	0.324	0.898708	1	0.323621	0.000033	0.029053	2226	False	False	False	False	True	False	False	False	True	False	False	False	True
5	56.0	37852.0	4826.0	3055.0	3.0	686.863529	15328.0	48.0	1.3	0.0	1.0	3.0	0.405	-0.631267	0	0.404935	0.000079	0.044808	2616	False	False	True	False	True	False	False	False	True	False	False	True	False
6	19.0	64635.0	5240.0	2737.0	2.0	564.799942	23469.0	48.0	6.7	0.0	1.0	1.0	0.363	0.946300	1	0.363095	0.000031	0.024065	1484	False	False	True	True	False	False	False	False	False	False	True	False	False
7	44.0	58003.0	6113.0	1607.0	1.0	590.309854	1000.0	48.0	0.5	0.0	0.0	2.0	0.017	-0.951602	1	0.017240	0.000017	0.589720	2288	False	True	False	False	False	True	False	False	True	False	False	False	False
8	18.0	41132.0	14936.0	1414.0	2.0	616.701030	22800.0	72.0	2.1	0.0	1.0	2.0	0.554	0.973848	0	0.554299	0.000049	0.027047	2820	False	True	False	False	False	False	True	True	False	False	False	False	False
9	29.0	51038.0	12639.0	2514.0	1.0	604.902807	6050.0	60.0	6.0	0.0	0.0	5.0	0.119	0.239249	0	0.118537	0.000020	0.099967	1431	False	False	True	False	True	False	False	False	True	False	False	False	False

	age	income	savings	monthly_expenses	num_dependents	credit_score	loan_amount	loan_term_months	employment_years	has_credit_card	signup_dayofweek	debt_to_income	sin_age	target_default_risk	loan_to_income	dependents_to_income	credit_per_loan	account_age_days	home_ownership_OTHER	home_ownership_OWN	home_ownership_RENT	education_HS	education_Masters	education_Other	education_PhD	marital_status_Married	marital_status_Single	marital_status_Widowed	region_North	region_South	region_West
9990	59.0	32742.0	1186.0	1812.0	1.0	631.216400	34003.0	48.0	5.0	0.0	5.0	1.038	-0.373877	0	1.038482	0.000031	0.018563	1095	False	False	True	True	False	False	False	False	True	False	False	False	True
9991	25.0	46494.0	9050.0	2738.0	0.0	682.637063	20116.0	48.0	5.1	1.0	5.0	0.433	0.598472	1	0.432649	0.000000	0.033933	2873	False	False	True	False	True	False	False	True	False	False	False	False	True
9992	46.0	100954.0	3499.0	1049.0	2.0	590.862758	11164.0	72.0	11.7	1.0	2.0	0.111	-0.993691	1	0.110584	0.000020	0.052921	2141	False	False	False	False	False	False	False	False	True	False	False	True	False
9993	36.0	31124.0	2188.0	1427.0	1.0	612.918320	32198.0	36.0	0.3	1.0	6.0	1.034	-0.442520	0	1.034474	0.000032	0.019035	989	False	False	True	False	False	False	False	False	True	False	False	False	False
9994	42.0	61252.0	1911.0	1042.0	1.0	774.953485	13243.0	48.0	0.9	0.0	3.0	0.216	-0.871576	1	0.216202	0.000016	0.058514	2763	False	False	False	True	False	False	False	True	False	False	False	False	False
9995	54.0	44507.0	5975.0	2520.0	1.0	699.633352	31089.0	48.0	5.3	1.0	3.0	0.699	-0.772764	1	0.698504	0.000022	0.022503	2140	False	False	True	True	False	False	False	False	True	False	False	False	False
9996	50.0	20651.0	10203.0	1020.0	3.0	680.774066	8977.0	60.0	9.6	0.0	3.0	0.435	-0.958924	0	0.434679	0.000145	0.075827	2693	False	False	True	False	False	False	True	False	False	False	True	False	False
9997	43.0	33827.0	3848.0	2562.0	1.0	655.562748	24319.0	60.0	4.3	0.0	4.0	0.719	-0.916166	0	0.718902	0.000030	0.026956	2545	True	False	False	True	False	False	False	True	False	False	False	False	True
9998	44.0	38273.0	15251.0	1060.0	2.0	653.277645	1000.0	24.0	11.4	1.0	6.0	0.026	-0.951602	0	0.026127	0.000052	0.652625	2347	False	False	False	False	False	True	False	False	True	False	True	False	False
9999	30.0	53614.0	6201.0	1310.0	1.0	663.975556	5205.0	60.0	9.8	1.0	5.0	0.097	0.141120	1	0.097081	0.000019	0.127540	2866	False	False	True	False	False	False	False	False	False	False	True	False	False

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample